Note Recipes written from memory by the people who cook them, with real amounts and timings and the step beginners get wrong.

Note Author-contributed scripts, functions, queries and formulas, each with what it does, why, and the approach rejected.

Note Informal messages written the way bilingual people text, switching languages mid-sentence, language pair declared.

Note An early draft and the writer's own improved version of the same piece, with their explanation of what changed and why.

Note Full support chats and email threads, both sides from opening to close, each tagged by the customer with how it ended.

Note Emails contributed by the people who wrote them, pasted exactly as sent and tagged with what each was for.

Note Step-by-step guides of at least 150 words by people who have the skill, numbered steps and what usually goes wrong.

Note Notes people took in meetings and classes, pasted exactly as written: abbreviations, half-sentences, arrows, shorthand.

Note Questions people needed answered that week, typed with the reason behind each and the criteria a good answer must meet.

Note Reviews of products and services the writer used, at least 80 words with the reasoning behind the opinion, typed in-app.

Note Scam messages pasted exactly as they arrived on phones in 11 Southeast Asian countries, as plain text. The string.

Note Memos, reports and plans shared with permission by verified business users in 36 Western countries, tagged by type.

Note Opinions, stories and explanations written by native or fluent speakers in their own languages, tagged, screened for MT.